# Text-Driven Image Sentiment Transfer on Emospace Set (test)

Source: [Text-Driven Image Sentiment Transfer on Emospace Set (test)](<https://www.sota2.com/research/sota/text-driven-image-sentiment-transfer-on-emospace-set-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:26:54.201Z

Evaluation of Text-Driven Image Sentiment Transfer performance on the test split of the Emospace Set dataset, measured using Acc-8 and Acc-2 metrics.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Text-Driven Image Sentiment Transfer |
| Dataset (including any stated split) | Emospace Set (test) |
| Metric | Acc-8 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Acc-8](<https://www.sota2.com/research/sota/text-driven-image-sentiment-transfer-on-emospace-set-test.md?metric=Acc-8>): Higher is better; unit: PERCENT.

- [Acc-2](<https://www.sota2.com/research/sota/text-driven-image-sentiment-transfer-on-emospace-set-test.md?metric=Acc-2>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Acc-8 | Result date | Report paper |
| --- | --- | --- | --- |
| EmoLat | 23.37 | Not recorded | 69705d5fe25ad2fa9d1ece45 |
| TxST | 19.31 | Not recorded | 69705d5fe25ad2fa9d1ece45 |
| Ldast | 14.23 | Not recorded | 69705d5fe25ad2fa9d1ece45 |
| Clipstyler | 13.39 | Not recorded | 69705d5fe25ad2fa9d1ece45 |
| SpectralCLIP | 11.52 | Not recorded | 69705d5fe25ad2fa9d1ece45 |
| AIF | 11.26 | Not recorded | 69705d5fe25ad2fa9d1ece45 |

### EmoLat

Acc-8: 23.37. Result ID: 6997b15a5698665ec40789d9.

[Reporting paper](<https://www.sota2.com/research/paper/69705d5fe25ad2fa9d1ece45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69705d5fe25ad2fa9d1ece45.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TxST

Acc-8: 19.31. Result ID: 6997b15a5698665ec40789d6.

[Reporting paper](<https://www.sota2.com/research/paper/69705d5fe25ad2fa9d1ece45.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Ldast

Acc-8: 14.23. Result ID: 6997b15a5698665ec40789d7.

[Reporting paper](<https://www.sota2.com/research/paper/69705d5fe25ad2fa9d1ece45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfb1e209131cea371a4.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Clipstyler

Acc-8: 13.39. Result ID: 6997b15a5698665ec40789d4.

[Reporting paper](<https://www.sota2.com/research/paper/69705d5fe25ad2fa9d1ece45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c131e209131cea31f77.md>)

[Implementation](<https://github.com/cyclomon/CLIPstyler>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SpectralCLIP

Acc-8: 11.52. Result ID: 6997b15a5698665ec40789d5.

[Reporting paper](<https://www.sota2.com/research/paper/69705d5fe25ad2fa9d1ece45.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa710f1e209131cea4ef30.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AIF

Acc-8: 11.26. Result ID: 6997b15a5698665ec40789d8.

[Reporting paper](<https://www.sota2.com/research/paper/69705d5fe25ad2fa9d1ece45.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.